基于模糊直方图的图像检索混合颜色模型

Vedran Ljubovic, H. Supic
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引用次数: 0

摘要

混合颜色模型是通过组合来自多个其他颜色模型的不同通道而形成的颜色描述符。在计算机图形学应用中,由于冗余,这种模型很少使用。然而,混合颜色模型可能是基于内容的图像检索(CBIR)的兴趣。每个颜色模型的最佳特征可以组合在一起,以获得最佳的检索性能。本文提出了一种用于构建模糊颜色直方图的混合颜色模型的通道选择算法。本文详细阐述了该算法,并将其应用于几种常见的由自然场景照片组成的参考数据集。这一实验过程的结果是一个新的混合颜色模型HSY。使用标准数据集和标准检索性能度量(ANMRR),表明该模型可以提高检索性能。此外,由于计算简单,该模型也适用于JPEG压缩领域。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Hybrid color model for image retrieval based on fuzzy histograms
A hybrid color model is a color descriptor formed by combining different channels from several other color models. In computer graphics applications such models are rarely used due to redundancy. However, hybrid color models may be of interest for Content-Based Image Retrieval (CBIR). Best features of each color model can be combined to obtain optimum retrieval performance. In this paper, a novel algorithm is proposed for selection of channels for a hybrid color model used in construction of a fuzzy color histogram. This algorithm is elaborated and implemented for use with several common reference datasets consisting of photographs of natural scenes. Result of this experimental procedure is a new hybrid color model named HSY. Using standard datasets and a standard metric for retrieval performance (ANMRR), it is shown that this new model can give an improved retrieval performance. In addition, this model is of interest for use in JPEG compressed domain due to simpler calculation.
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